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GPT-6.1 Sol (medium) vs GPT-6 Astra (max)

GPT-6 Astra (max) leads on average score with 9.9 vs 9.6. GPT-6.1 Sol (medium) has the lower benchmark cost at $0.530 vs $5.044. GPT-6.1 Sol (medium) is faster at 8.90s vs 61.63s, with pass rates of 94.2% vs 95.7%.

Last updated at: 2026-10-19

Compared models

Rank
#11
Total Output Tokens
18,351
Response Time (avg)
8.90s
Total Cost
$0.530
Rank
#5
Total Output Tokens
64,616
Response Time (avg)
61.63s
Total Cost
$5.044
Recommended model GPT-6.1 Sol (medium)

Its score stays close to the best score here (9.6 vs 9.9), while costing about 9.5x less than GPT-6 Astra (max).

Detailed comparison

Metric GPT-6.1 Sol GPT-6.1 Sol medium Release: 2026-09-29 GPT-6 Astra GPT-6 Astra max Release: 2026-09-04
Score 9.6 9.9
Rank #11 #5
Reliability 10.0 9.6
Consistency 9.6 10.0
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 94.2% 95.7%
Flaky tests 1 0
Total Runs 69 69
Cost per result 2.521 22.923
Total Cost $0.530 $5.044
Input Price $2.000 / 1M $10.000 / 1M
Output Price $10.000 / 1M $50.000 / 1M
Cache Read Price $0.100 / 1M $1.000 / 1M
Cache Write Price $2.500 / 1M $12.500 / 1M
Total Input Tokens 172,860 181,223
Output Tokens 5,172 5,707
Reasoning Tokens 13,179 58,909
Response Time (avg) 8.90s 61.63s
Response Time (max) 51.03s 960.01s
Response Time (total) 204.78s 1417.51s
Parameters ~2T total (~150B active) ~2T total (~150B active)
Availability Closed Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#11 GPT-6.1 Sol

medium
Cost
$0.045
Time
72.7s
Tokens
4,581 tok

#5 GPT-6 Astra

max
Reached the allocated time limit (600 seconds) without receiving showcase output.
Cost
$0.000
Time
600.0s
Tokens
0 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-6.1 Sol 10.0 10.0 100.0% 0 4.74s 7,302 393 1,710
GPT-6 Astra 10.0 10.0 100.0% 0 14.64s 7,302 395 8,298

Quick Compare

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